Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)


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Documentation for package ‘randomForestSRC’ version 3.3.1

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randomForestSRC-package Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)
breast Wisconsin Prognostic Breast Cancer Data
extract.bootsample Subsample Forests for VIMP Confidence Intervals
extract.quantile Quantile Regression Forests
extract.subsample Subsample Forests for VIMP Confidence Intervals
find.interaction Find Interactions Between Pairs of Variables
find.interaction.rfsrc Find Interactions Between Pairs of Variables
follic Follicular Cell Lymphoma
get.auc Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)
get.bayes.rule Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)
get.brier.error Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)
get.brier.survival Plot of Survival Estimates
get.cindex Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)
get.confusion Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)
get.imbalanced.optimize Imbalanced Two Class Problems
get.imbalanced.performance Imbalanced Two Class Problems
get.logloss Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)
get.misclass.error Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)
get.mv.cserror Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)
get.mv.csvimp Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)
get.mv.error Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)
get.mv.error.block Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)
get.mv.formula Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)
get.mv.predicted Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)
get.mv.vimp Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)
get.partial.plot.data Acquire Partial Effect of a Variable
get.pr.auc Imbalanced Two Class Problems
get.pr.curve Imbalanced Two Class Problems
get.quantile Quantile Regression Forests
get.quantile.crps Quantile Regression Forests
get.quantile.stat Quantile Regression Forests
get.rfq.threshold Imbalanced Two Class Problems
get.tree Extract a Single Tree from a Forest and plot it on your browser
get.tree.rfsrc Extract a Single Tree from a Forest and plot it on your browser
hd Hodgkin's Disease
holdout.vimp Hold out variable importance (VIMP)
holdout.vimp.rfsrc Hold out variable importance (VIMP)
housing Ames Iowa Housing Data
imbalanced Imbalanced Two Class Problems
imbalanced.rfsrc Imbalanced Two Class Problems
impute Impute Only Mode
impute.rfsrc Impute Only Mode
max.subtree Acquire Maximal Subtree Information
max.subtree.rfsrc Acquire Maximal Subtree Information
nutrigenomic Nutrigenomic Study
partial Acquire Partial Effect of a Variable
partial.rfsrc Acquire Partial Effect of a Variable
pbc Primary Biliary Cirrhosis (PBC) Data
peakVO2 Systolic Heart Failure Data
plot.competing.risk Plots for Competing Risks
plot.competing.risk.rfsrc Plots for Competing Risks
plot.quantreg Plot Quantiles from Quantile Regression Forests
plot.quantreg.rfsrc Plot Quantiles from Quantile Regression Forests
plot.rfsrc Plot Error Rate and Variable Importance from a RF-SRC analysis
plot.subsample Plot Subsampled VIMP Confidence Intervals
plot.subsample.rfsrc Plot Subsampled VIMP Confidence Intervals
plot.survival Plot of Survival Estimates
plot.survival.rfsrc Plot of Survival Estimates
plot.variable Plot Marginal Effect of Variables
plot.variable.rfsrc Plot Marginal Effect of Variables
predict.rfsrc Prediction for Random Forests for Survival, Regression, and Classification
print.bootsample Subsample Forests for VIMP Confidence Intervals
print.bootsample.rfsrc Subsample Forests for VIMP Confidence Intervals
print.rfsrc Print Summary Output of a RF-SRC Analysis
print.subsample Subsample Forests for VIMP Confidence Intervals
print.subsample.rfsrc Subsample Forests for VIMP Confidence Intervals
quantreg Quantile Regression Forests
quantreg.rfsrc Quantile Regression Forests
randomForestSRC Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)
rfsrc Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)
rfsrc.anonymous Anonymous Random Forests
rfsrc.cart Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC)
rfsrc.fast Fast Random Forests
rfsrc.news Show the NEWS file
sid.perf.metric sidClustering using SID (Staggered Interaction Data) for Unsupervised Clustering
sidClustering sidClustering using SID (Staggered Interaction Data) for Unsupervised Clustering
sidClustering.rfsrc sidClustering using SID (Staggered Interaction Data) for Unsupervised Clustering
stat.split Acquire Split Statistic Information
stat.split.rfsrc Acquire Split Statistic Information
subsample Subsample Forests for VIMP Confidence Intervals
subsample.rfsrc Subsample Forests for VIMP Confidence Intervals
synthetic Synthetic Random Forests
synthetic.rfsrc Synthetic Random Forests
tune Tune Random Forest for the optimal mtry and nodesize parameters
tune.nodesize Tune Random Forest for the optimal mtry and nodesize parameters
tune.nodesize.rfsrc Tune Random Forest for the optimal mtry and nodesize parameters
tune.rfsrc Tune Random Forest for the optimal mtry and nodesize parameters
var.select Variable Selection
var.select.rfsrc Variable Selection
vdv van de Vijver Microarray Breast Cancer
veteran Veteran's Administration Lung Cancer Trial
vimp VIMP for Single or Grouped Variables
vimp.rfsrc VIMP for Single or Grouped Variables
wihs Women's Interagency HIV Study (WIHS)
wine White Wine Quality Data